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Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation

Jun 28, 2021
Chaithanya Kumar Mummadi, Robin Hutmacher, Kilian Rambach, Evgeny Levinkov, Thomas Brox, Jan Hendrik Metzen

* 16 pages, 5 figures, 7 tables 

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Does enhanced shape bias improve neural network robustness to common corruptions?

Apr 20, 2021
Chaithanya Kumar Mummadi, Ranjitha Subramaniam, Robin Hutmacher, Julien Vitay, Volker Fischer, Jan Hendrik Metzen

* 20 pages, 9 figures, 12 tables, accepted at ICLR 2021 

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SELF: Learning to Filter Noisy Labels with Self-Ensembling

Oct 04, 2019
Duc Tam Nguyen, Chaithanya Kumar Mummadi, Thi Phuong Nhung Ngo, Thi Hoai Phuong Nguyen, Laura Beggel, Thomas Brox

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Group Pruning using a Bounded-Lp norm for Group Gating and Regularization

Aug 09, 2019
Chaithanya Kumar Mummadi, Tim Genewein, Dan Zhang, Thomas Brox, Volker Fischer

* German Conference on Pattern Recognition (GCPR) 2019, 12 main pages, 3 pages of appendix, 4 figures, 2 tables 

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Defending against Universal Perturbations with Shared Adversarial Training

Dec 10, 2018
Chaithanya Kumar Mummadi, Thomas Brox, Jan Hendrik Metzen

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